Si̇mge Küçükyavuz

1. Chance-Constrained Optimization under Limited Distributional Information: A Review of Reformulations Based on Sampling and Distributional Robustness
   2021/01/21 by Si̇mge Küçükyavuz, Küçükyavuz, Simge, Ruiwei Jiang +1 · 3 citations
   Business, Management and Accounting · Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Mathematical Programming #Supply Chain and Inventory Management
2. An Exact Method for Constrained Maximization of the Conditional Value-at-Risk of a Class of Stochastic Submodular Functions
   2019/03/20 by Hao-Hsiang Wu, Wu, Hao-Hsiang, Si̇mge Küçükyavuz +1 · 1 citation
   Computer Science · Decision Sciences · #Complexity and Algorithms in Graphs #FOS: Mathematics #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Risk and Portfolio Optimization
3. Integer Programming for Learning Directed Acyclic Graphs from Continuous\n Data
   2019/04/23 by Hasan Manzour, Si̇mge Küçükyavuz, Manzour, Hasan +3 · 1 citation
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multi-Criteria Decision Making
4. Distributionally Robust Chance-Constrained Programs with Right-Hand Side Uncertainty under Wasserstein Ambiguity
   2020/03/28 by Nam Ho-Nguyen, Ho-Nguyen, Nam, Fatma Kılınç-Karzan +5 · 1 citation
   Decision Sciences · Energy · Engineering · #90C11 #90C15 #Energy, Environment, and Transportation Policies #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Mathematical Programming #Risk and Portfolio Optimization
5. Strong Formulations for Distributionally Robust Chance-Constrained Programs with Left-Hand Side Uncertainty under Wasserstein Ambiguity
   2020/07/14 by Nam Ho-Nguyen, Fatma Kılınç-Karzan, Ho-Nguyen, Nam +5 · 1 citation
   Decision Sciences · Engineering · #90C11 #90C15 #90C17 #90C57 #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Mathematical Programming #Probabilistic and Robust Engineering Design #Risk and Portfolio Optimization
6. Strong valid inequalities for a class of concave submodular minimization problems under cardinality constraints
   2021/03/07 by Qimeng Yu, Yu, Qimeng, Si̇mge Küçükyavuz +1 · 2 citations
   Computer Science · Business, Management and Accounting · #Complexity and Algorithms in Graphs #Facility Location and Emergency Management #Optimization and Search Problems
7. On Constrained Mixed-Integer DR-Submodular Minimization
   2022/11/14 by Qimeng Yu, Yu, Qimeng, Si̇mge Küçükyavuz +1 · 2 citations
   Computer Science · Engineering · #Advanced Graph Theory Research #Complexity and Algorithms in Graphs #FOS: Mathematics #Optimization and Control (math.OC) #graph theory and CDMA systems
8. Mixed-Integer Programming Approaches to Generalized Submodular Optimization and its Applications
   2023/04/02 by Si̇mge Küçükyavuz, Küçükyavuz, Simge, Qimeng Yu +1 · 2 citations
   Decision Sciences · #FOS: Mathematics #Multi-Criteria Decision Making #Optimization and Control (math.OC)
9. Joint chance-constrained programs and the intersection of mixing sets\n through a submodularity lens
   2019/10/03 by Fatma Kılınç-Karzan, Kılınç-Karzan, Fatma, Si̇mge Küçükyavuz +3 · 1 citation
   Decision Sciences · #90C11 #90C15 #FOS: Mathematics #Optimization and Control (math.OC) #Risk and Portfolio Optimization
10. Ideal formulations for constrained convex optimization problems with indicator variables
    2020/06/30 by Linchuan Wei, Andrés Gómez, Wei, Linchuan +3 · 1 citation
    Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference